Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 7255 |
| Missing cells | 29 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 680.3 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Text | 2 |
Calories is highly overall correlated with Carbs and 3 other fields | High correlation |
Carbs is highly overall correlated with Calories and 3 other fields | High correlation |
Fat is highly overall correlated with Calories and 2 other fields | High correlation |
Fiber is highly overall correlated with Carbs and 1 other fields | High correlation |
Fiber_Per_Gram is highly overall correlated with Carbs and 1 other fields | High correlation |
Protein is highly overall correlated with Calories and 4 other fields | High correlation |
Protein_Per_Calorie is highly overall correlated with Carbs and 2 other fields | High correlation |
Sat.Fat is highly overall correlated with Calories and 2 other fields | High correlation |
Unnamed: 0 is highly overall correlated with Protein and 1 other fields | High correlation |
Grams is highly skewed (γ1 = 30.13655217) | Skewed |
Fiber is highly skewed (γ1 = 29.42332236) | Skewed |
Unnamed: 0 has unique values | Unique |
Protein has 222 (3.1%) zeros | Zeros |
Fat has 245 (3.4%) zeros | Zeros |
Sat.Fat has 377 (5.2%) zeros | Zeros |
Fiber has 1726 (23.8%) zeros | Zeros |
Carbs has 474 (6.5%) zeros | Zeros |
Protein_Per_Calorie has 194 (2.7%) zeros | Zeros |
Fiber_Per_Gram has 1726 (23.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-10 10:02:01.346842 |
|---|---|
| Analysis finished | 2023-12-10 10:02:31.145661 |
| Duration | 29.8 seconds |
| Software version | ydata-profiling vv4.6.3 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 7255 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3788.1184 |
| Minimum | 0 |
|---|---|
| Maximum | 7417 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 525.7 |
| Q1 | 1976.5 |
| median | 3790 |
| Q3 | 5603.5 |
| 95-th percentile | 7054.3 |
| Maximum | 7417 |
| Range | 7417 |
| Interquartile range (IQR) | 3627 |
Descriptive statistics
| Standard deviation | 2097.7533 |
|---|---|
| Coefficient of variation (CV) | 0.55377185 |
| Kurtosis | -1.1923858 |
| Mean | 3788.1184 |
| Median Absolute Deviation (MAD) | 1814 |
| Skewness | -0.0054352377 |
| Sum | 27482799 |
| Variance | 4400569.1 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 4982 | 1 | < 0.1% |
| 5008 | 1 | < 0.1% |
| 5007 | 1 | < 0.1% |
| 5006 | 1 | < 0.1% |
| 5005 | 1 | < 0.1% |
| 5004 | 1 | < 0.1% |
| 5003 | 1 | < 0.1% |
| 5002 | 1 | < 0.1% |
| 5001 | 1 | < 0.1% |
| Other values (7245) | 7245 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 |
| Value | Count | Frequency (%) |
| 7417 | 1 | |
| 7416 | 1 | |
| 7415 | 1 | |
| 7414 | 1 | |
| 7413 | 1 | |
| 7412 | 1 | |
| 7411 | 1 | |
| 7410 | 1 | |
| 7409 | 1 | |
| 7408 | 1 |
Food
Text
| Distinct | 7241 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
Length
| Max length | 184 |
|---|---|
| Median length | 110 |
| Mean length | 39.240799 |
| Min length | 3 |
Characters and Unicode
| Total characters | 284692 |
|---|---|
| Distinct characters | 73 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 7228 ? |
|---|---|
| Unique (%) | 99.6% |
Sample
| 1st row | Cows' milk |
|---|---|
| 2nd row | Buttermilk |
| 3rd row | Evaporated, undiluted |
| 4th row | Fortified milk |
| 5th row | Powdered milk |
| Value | Count | Frequency (%) |
| with | 2241 | 5.0% |
| or | 1539 | 3.5% |
| and | 1221 | 2.7% |
| fat | 1055 | 2.4% |
| added | 631 | 1.4% |
| sauce | 619 | 1.4% |
| cooked | 592 | 1.3% |
| as | 587 | 1.3% |
| to | 577 | 1.3% |
| ns | 561 | 1.3% |
| Other values (1843) | 34861 |
Most occurring characters
| Value | Count | Frequency (%) |
| 37245 | 13.1% | |
| e | 28653 | 10.1% |
| a | 22273 | 7.8% |
| o | 17517 | 6.2% |
| t | 17011 | 6.0% |
| r | 16121 | 5.7% |
| d | 13192 | 4.6% |
| i | 13131 | 4.6% |
| n | 12417 | 4.4% |
| , | 12397 | 4.4% |
| Other values (63) | 94735 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 220686 | |
| Space Separator | 37245 | 13.1% |
| Other Punctuation | 13101 | 4.6% |
| Uppercase Letter | 11397 | 4.0% |
| Dash Punctuation | 1134 | 0.4% |
| Close Punctuation | 446 | 0.2% |
| Open Punctuation | 446 | 0.2% |
| Decimal Number | 237 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 28653 | |
| a | 22273 | 10.1% |
| o | 17517 | 7.9% |
| t | 17011 | 7.7% |
| r | 16121 | 7.3% |
| d | 13192 | 6.0% |
| i | 13131 | 6.0% |
| n | 12417 | 5.6% |
| s | 10852 | 4.9% |
| c | 9433 | 4.3% |
| Other values (16) | 60086 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1909 | |
| S | 1727 | |
| P | 1250 | |
| N | 969 | |
| B | 763 | 6.7% |
| F | 737 | 6.5% |
| M | 496 | 4.4% |
| R | 481 | 4.2% |
| T | 449 | 3.9% |
| G | 386 | 3.4% |
| Other values (16) | 2230 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 12397 | |
| / | 329 | 2.5% |
| ; | 186 | 1.4% |
| ' | 74 | 0.6% |
| % | 67 | 0.5% |
| " | 25 | 0.2% |
| . | 16 | 0.1% |
| & | 6 | < 0.1% |
| : | 1 | < 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 109 | |
| 1 | 74 | |
| 2 | 32 | 13.5% |
| 5 | 9 | 3.8% |
| 4 | 6 | 2.5% |
| 3 | 4 | 1.7% |
| 9 | 2 | 0.8% |
| 7 | 1 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 37245 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1134 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 446 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 446 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 232083 | |
| Common | 52609 | 18.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 28653 | |
| a | 22273 | 9.6% |
| o | 17517 | 7.5% |
| t | 17011 | 7.3% |
| r | 16121 | 6.9% |
| d | 13192 | 5.7% |
| i | 13131 | 5.7% |
| n | 12417 | 5.4% |
| s | 10852 | 4.7% |
| c | 9433 | 4.1% |
| Other values (42) | 71483 |
Common
| Value | Count | Frequency (%) |
| 37245 | ||
| , | 12397 | 23.6% |
| - | 1134 | 2.2% |
| ) | 446 | 0.8% |
| ( | 446 | 0.8% |
| / | 329 | 0.6% |
| ; | 186 | 0.4% |
| 0 | 109 | 0.2% |
| ' | 74 | 0.1% |
| 1 | 74 | 0.1% |
| Other values (11) | 169 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 284692 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 37245 | 13.1% | |
| e | 28653 | 10.1% |
| a | 22273 | 7.8% |
| o | 17517 | 6.2% |
| t | 17011 | 6.0% |
| r | 16121 | 5.7% |
| d | 13192 | 4.6% |
| i | 13131 | 4.6% |
| n | 12417 | 4.4% |
| , | 12397 | 4.4% |
| Other values (63) | 94735 |
Grams
Real number (ℝ)
SKEWED
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.20028 |
| Minimum | 12 |
|---|---|
| Maximum | 1419 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 100 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 1419 |
| Range | 1407 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 26.067842 |
|---|---|
| Coefficient of variation (CV) | 0.25758667 |
| Kurtosis | 1242.3385 |
| Mean | 101.20028 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 30.136552 |
| Sum | 734208 |
| Variance | 679.5324 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 7099 | |
| 85 | 23 | 0.3% |
| 250 | 11 | 0.2% |
| 50 | 10 | 0.1% |
| 200 | 6 | 0.1% |
| 346 | 6 | 0.1% |
| 110 | 5 | 0.1% |
| 40 | 4 | 0.1% |
| 120 | 4 | 0.1% |
| 70 | 4 | 0.1% |
| Other values (55) | 83 | 1.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 14 | 3 | < 0.1% |
| 16 | 1 | < 0.1% |
| 20 | 3 | < 0.1% |
| 23 | 3 | < 0.1% |
| 28 | 3 | < 0.1% |
| 30 | 3 | < 0.1% |
| 40 | 4 | 0.1% |
| 50 | 10 | |
| 52 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1419 | 1 | < 0.1% |
| 976 | 1 | < 0.1% |
| 925 | 1 | < 0.1% |
| 540 | 1 | < 0.1% |
| 454 | 2 | < 0.1% |
| 346 | 6 | |
| 300 | 1 | < 0.1% |
| 270 | 1 | < 0.1% |
| 260 | 1 | < 0.1% |
| 257 | 1 | < 0.1% |
Calories
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5413 |
|---|---|
| Distinct (%) | 74.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.46245 |
| Minimum | 0 |
|---|---|
| Maximum | 3969 |
| Zeros | 28 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 31.405 |
| Q1 | 83.35 |
| median | 165.63 |
| Q3 | 276.64 |
| 95-th percentile | 476.41 |
| Maximum | 3969 |
| Range | 3969 |
| Interquartile range (IQR) | 193.29 |
Descriptive statistics
| Standard deviation | 155.48684 |
|---|---|
| Coefficient of variation (CV) | 0.77564074 |
| Kurtosis | 53.429484 |
| Mean | 200.46245 |
| Median Absolute Deviation (MAD) | 93.67 |
| Skewness | 3.4063122 |
| Sum | 1454355 |
| Variance | 24176.157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 28 | 0.4% |
| 65.33 | 20 | 0.3% |
| 66.53 | 16 | 0.2% |
| 65.54 | 16 | 0.2% |
| 900 | 16 | 0.2% |
| 66.41 | 15 | 0.2% |
| 205.26 | 13 | 0.2% |
| 65.15 | 12 | 0.2% |
| 177.67 | 11 | 0.2% |
| 66.04 | 11 | 0.2% |
| Other values (5403) | 7097 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 0.32 | 1 | < 0.1% |
| 0.4 | 9 | 0.1% |
| 0.48 | 1 | < 0.1% |
| 0.52 | 1 | < 0.1% |
| 0.53 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.56 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.66 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 3969 | 1 | < 0.1% |
| 1963 | 2 | < 0.1% |
| 1210 | 1 | < 0.1% |
| 1207 | 1 | < 0.1% |
| 1182 | 1 | < 0.1% |
| 990 | 1 | < 0.1% |
| 900.26 | 1 | < 0.1% |
| 900 | 16 | |
| 899.73 | 1 | < 0.1% |
| 896.44 | 1 | < 0.1% |
Protein
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2116 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.7129318 |
| Minimum | -1 |
|---|---|
| Maximum | 232 |
| Zeros | 222 |
| Zeros (%) | 3.1% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0.16 |
| Q1 | 2.22 |
| median | 6.2 |
| Q3 | 12.255 |
| 95-th percentile | 25.243 |
| Maximum | 232 |
| Range | 233 |
| Interquartile range (IQR) | 10.035 |
Descriptive statistics
| Standard deviation | 8.9558154 |
|---|---|
| Coefficient of variation (CV) | 1.0278762 |
| Kurtosis | 62.180572 |
| Mean | 8.7129318 |
| Median Absolute Deviation (MAD) | 4.52 |
| Skewness | 3.9870392 |
| Sum | 63212.32 |
| Variance | 80.20663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 222 | 3.1% |
| 0.1 | 35 | 0.5% |
| 2 | 34 | 0.5% |
| 3 | 30 | 0.4% |
| 1.4 | 29 | 0.4% |
| 0.3 | 29 | 0.4% |
| 0.2 | 29 | 0.4% |
| 1.6 | 23 | 0.3% |
| 1.38 | 23 | 0.3% |
| 4 | 23 | 0.3% |
| Other values (2106) | 6778 |
| Value | Count | Frequency (%) |
| -1 | 1 | < 0.1% |
| 0 | 222 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 5 | 0.1% |
| 0.03 | 5 | 0.1% |
| 0.04 | 8 | 0.1% |
| 0.05 | 4 | 0.1% |
| 0.06 | 4 | 0.1% |
| 0.07 | 5 | 0.1% |
| 0.08 | 14 | 0.2% |
| Value | Count | Frequency (%) |
| 232 | 1 | |
| 114 | 2 | |
| 89 | 1 | |
| 78.13 | 2 | |
| 76.25 | 1 | |
| 66.67 | 1 | |
| 64.06 | 1 | |
| 62.82 | 2 | |
| 61.3 | 1 | |
| 58.94 | 1 |
Fat
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2112 |
|---|---|
| Distinct (%) | 29.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0930172 |
| Minimum | 0 |
|---|---|
| Maximum | 233 |
| Zeros | 245 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.07 |
| Q1 | 2.06 |
| median | 5.55 |
| Q3 | 12.71 |
| 95-th percentile | 27.993 |
| Maximum | 233 |
| Range | 233 |
| Interquartile range (IQR) | 10.65 |
Descriptive statistics
| Standard deviation | 11.606483 |
|---|---|
| Coefficient of variation (CV) | 1.2764172 |
| Kurtosis | 36.526698 |
| Mean | 9.0930172 |
| Median Absolute Deviation (MAD) | 4.61 |
| Skewness | 4.2214346 |
| Sum | 65969.84 |
| Variance | 134.71045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 245 | 3.4% |
| 0.1 | 77 | 1.1% |
| 0.2 | 51 | 0.7% |
| 0.3 | 32 | 0.4% |
| 0.08 | 31 | 0.4% |
| 3.49 | 31 | 0.4% |
| 0.02 | 29 | 0.4% |
| 1 | 29 | 0.4% |
| 0.07 | 26 | 0.4% |
| 3.41 | 25 | 0.3% |
| Other values (2102) | 6679 |
| Value | Count | Frequency (%) |
| 0 | 245 | |
| 0.01 | 18 | 0.2% |
| 0.02 | 29 | 0.4% |
| 0.03 | 13 | 0.2% |
| 0.04 | 14 | 0.2% |
| 0.05 | 11 | 0.2% |
| 0.06 | 11 | 0.2% |
| 0.07 | 26 | 0.4% |
| 0.08 | 31 | 0.4% |
| 0.09 | 15 | 0.2% |
| Value | Count | Frequency (%) |
| 233 | 1 | < 0.1% |
| 115 | 2 | < 0.1% |
| 110 | 1 | < 0.1% |
| 100 | 16 | |
| 99.98 | 1 | < 0.1% |
| 99.97 | 1 | < 0.1% |
| 99.48 | 1 | < 0.1% |
| 99.1 | 1 | < 0.1% |
| 92.18 | 1 | < 0.1% |
| 87.34 | 1 | < 0.1% |
Sat.Fat
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3504 |
|---|---|
| Distinct (%) | 48.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.98776 |
| Minimum | 0 |
|---|---|
| Maximum | 234 |
| Zeros | 377 |
| Zeros (%) | 5.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.5 |
| median | 1.465 |
| Q3 | 3.7575 |
| 95-th percentile | 10.13025 |
| Maximum | 234 |
| Range | 234 |
| Interquartile range (IQR) | 3.2575 |
Descriptive statistics
| Standard deviation | 5.6245185 |
|---|---|
| Coefficient of variation (CV) | 1.8825202 |
| Kurtosis | 466.52729 |
| Mean | 2.98776 |
| Median Absolute Deviation (MAD) | 1.3045 |
| Skewness | 14.974845 |
| Sum | 21673.211 |
| Variance | 31.635208 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 377 | 5.2% |
| 0.002 | 40 | 0.6% |
| 0.4 | 19 | 0.3% |
| 0.014 | 18 | 0.2% |
| 1 | 18 | 0.2% |
| 0.009 | 18 | 0.2% |
| 1.429 | 17 | 0.2% |
| 0.02 | 17 | 0.2% |
| 0.018 | 17 | 0.2% |
| 1.24 | 16 | 0.2% |
| Other values (3494) | 6697 |
| Value | Count | Frequency (%) |
| 0 | 377 | |
| 0.001 | 9 | 0.1% |
| 0.002 | 40 | 0.6% |
| 0.003 | 10 | 0.1% |
| 0.004 | 8 | 0.1% |
| 0.005 | 9 | 0.1% |
| 0.006 | 12 | 0.2% |
| 0.007 | 5 | 0.1% |
| 0.008 | 14 | 0.2% |
| 0.009 | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 234 | 1 | < 0.1% |
| 116 | 2 | |
| 92 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 82.5 | 1 | < 0.1% |
| 61.924 | 1 | < 0.1% |
| 51.368 | 3 | |
| 46.24 | 1 | < 0.1% |
| 46.235 | 1 | < 0.1% |
| 45.39 | 3 |
Fiber
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 164 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7558112 |
| Minimum | 0 |
|---|---|
| Maximum | 235 |
| Zeros | 1726 |
| Zeros (%) | 23.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1 |
| median | 1 |
| Q3 | 2.1 |
| 95-th percentile | 6.3 |
| Maximum | 235 |
| Range | 235 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 4.269807 |
|---|---|
| Coefficient of variation (CV) | 2.4318145 |
| Kurtosis | 1385.9865 |
| Mean | 1.7558112 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 29.423322 |
| Sum | 12738.41 |
| Variance | 18.231252 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1726 | |
| 0.6 | 313 | 4.3% |
| 1.2 | 214 | 2.9% |
| 1 | 207 | 2.9% |
| 0.2 | 204 | 2.8% |
| 0.9 | 203 | 2.8% |
| 0.4 | 201 | 2.8% |
| 1.1 | 196 | 2.7% |
| 0.7 | 190 | 2.6% |
| 0.3 | 188 | 2.6% |
| Other values (154) | 3613 |
| Value | Count | Frequency (%) |
| 0 | 1726 | |
| 0.1 | 175 | 2.4% |
| 0.2 | 204 | 2.8% |
| 0.3 | 188 | 2.6% |
| 0.31 | 1 | < 0.1% |
| 0.4 | 201 | 2.8% |
| 0.5 | 138 | 1.9% |
| 0.6 | 313 | 4.3% |
| 0.7 | 190 | 2.6% |
| 0.8 | 184 | 2.5% |
| Value | Count | Frequency (%) |
| 235 | 1 | |
| 117 | 2 | |
| 67.5 | 1 | |
| 46.2 | 1 | |
| 42.8 | 1 | |
| 37.5 | 1 | |
| 37 | 1 | |
| 29.3 | 1 | |
| 27.3 | 2 | |
| 26.9 | 1 |
Carbs
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3137 |
|---|---|
| Distinct (%) | 43.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.943391 |
| Minimum | 0 |
|---|---|
| Maximum | 236 |
| Zeros | 474 |
| Zeros (%) | 6.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.565 |
| median | 13.29 |
| Q3 | 26.405 |
| 95-th percentile | 71.64 |
| Maximum | 236 |
| Range | 236 |
| Interquartile range (IQR) | 20.84 |
Descriptive statistics
| Standard deviation | 22.468601 |
|---|---|
| Coefficient of variation (CV) | 1.0728254 |
| Kurtosis | 4.7151198 |
| Mean | 20.943391 |
| Median Absolute Deviation (MAD) | 9.15 |
| Skewness | 1.7861498 |
| Sum | 151944.3 |
| Variance | 504.83802 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 474 | 6.5% |
| 0.1 | 88 | 1.2% |
| 12.51 | 36 | 0.5% |
| 13.1 | 30 | 0.4% |
| 9.85 | 30 | 0.4% |
| 6.87 | 23 | 0.3% |
| 9.86 | 16 | 0.2% |
| 1 | 15 | 0.2% |
| 7.45 | 15 | 0.2% |
| 0.2 | 14 | 0.2% |
| Other values (3127) | 6514 |
| Value | Count | Frequency (%) |
| 0 | 474 | |
| 0.01 | 3 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 9 | 0.1% |
| 0.07 | 5 | 0.1% |
| 0.08 | 3 | < 0.1% |
| 0.09 | 12 | 0.2% |
| 0.1 | 88 | 1.2% |
| Value | Count | Frequency (%) |
| 236 | 1 | |
| 229 | 1 | |
| 216 | 1 | |
| 199 | 1 | |
| 154 | 1 | |
| 119 | 1 | |
| 118 | 2 | |
| 100 | 2 | |
| 99.77 | 1 | |
| 99.6 | 2 |
Category
Text
| Distinct | 2445 |
|---|---|
| Distinct (%) | 33.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
Length
| Max length | 79 |
|---|---|
| Median length | 62 |
| Mean length | 14.102274 |
| Min length | 3 |
Characters and Unicode
| Total characters | 102312 |
|---|---|
| Distinct characters | 71 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1754 ? |
|---|---|
| Unique (%) | 24.2% |
Sample
| 1st row | Dairy products |
|---|---|
| 2nd row | Dairy products |
| 3rd row | Dairy products |
| 4th row | Dairy products |
| 5th row | Dairy products |
| Value | Count | Frequency (%) |
| or | 665 | 4.0% |
| with | 664 | 4.0% |
| and | 494 | 3.0% |
| chicken | 475 | 2.9% |
| sandwich | 297 | 1.8% |
| egg | 285 | 1.7% |
| rice | 271 | 1.6% |
| beef | 265 | 1.6% |
| sauce | 234 | 1.4% |
| potato | 229 | 1.4% |
| Other values (1347) | 12697 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10829 | 10.6% |
| 9324 | 9.1% | |
| a | 8608 | 8.4% |
| r | 6416 | 6.3% |
| o | 6116 | 6.0% |
| t | 5786 | 5.7% |
| i | 5410 | 5.3% |
| s | 5143 | 5.0% |
| n | 4769 | 4.7% |
| c | 3758 | 3.7% |
| Other values (61) | 36153 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 83780 | |
| Space Separator | 9324 | 9.1% |
| Uppercase Letter | 8355 | 8.2% |
| Other Punctuation | 311 | 0.3% |
| Open Punctuation | 185 | 0.2% |
| Close Punctuation | 181 | 0.2% |
| Dash Punctuation | 162 | 0.2% |
| Decimal Number | 14 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10829 | |
| a | 8608 | 10.3% |
| r | 6416 | 7.7% |
| o | 6116 | 7.3% |
| t | 5786 | 6.9% |
| i | 5410 | 6.5% |
| s | 5143 | 6.1% |
| n | 4769 | 5.7% |
| c | 3758 | 4.5% |
| l | 3693 | 4.4% |
| Other values (16) | 23252 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1766 | |
| P | 1095 | |
| B | 753 | |
| S | 735 | |
| F | 486 | 5.8% |
| M | 448 | 5.4% |
| T | 411 | 4.9% |
| R | 339 | 4.1% |
| G | 277 | 3.3% |
| E | 247 | 3.0% |
| Other values (16) | 1798 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 180 | |
| ' | 62 | 19.9% |
| / | 37 | 11.9% |
| " | 22 | 7.1% |
| & | 6 | 1.9% |
| % | 2 | 0.6% |
| ; | 1 | 0.3% |
| : | 1 | 0.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 2 | 3 | |
| 3 | 2 | |
| 5 | 2 | |
| 1 | 1 | 7.1% |
| 9 | 1 | 7.1% |
| 7 | 1 | 7.1% |
Space Separator
| Value | Count | Frequency (%) |
| 9324 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 185 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 181 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 162 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 92135 | |
| Common | 10177 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10829 | 11.8% |
| a | 8608 | 9.3% |
| r | 6416 | 7.0% |
| o | 6116 | 6.6% |
| t | 5786 | 6.3% |
| i | 5410 | 5.9% |
| s | 5143 | 5.6% |
| n | 4769 | 5.2% |
| c | 3758 | 4.1% |
| l | 3693 | 4.0% |
| Other values (42) | 31607 |
Common
| Value | Count | Frequency (%) |
| 9324 | ||
| ( | 185 | 1.8% |
| ) | 181 | 1.8% |
| , | 180 | 1.8% |
| - | 162 | 1.6% |
| ' | 62 | 0.6% |
| / | 37 | 0.4% |
| " | 22 | 0.2% |
| & | 6 | 0.1% |
| 0 | 4 | < 0.1% |
| Other values (9) | 14 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 102312 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10829 | 10.6% |
| 9324 | 9.1% | |
| a | 8608 | 8.4% |
| r | 6416 | 6.3% |
| o | 6116 | 6.0% |
| t | 5786 | 5.7% |
| i | 5410 | 5.3% |
| s | 5143 | 5.0% |
| n | 4769 | 4.7% |
| c | 3758 | 3.7% |
| Other values (61) | 36153 |
Protein_Per_Calorie
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 5719 |
|---|---|
| Distinct (%) | 79.1% |
| Missing | 28 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0246922 |
| Minimum | -0.71942446 |
|---|---|
| Maximum | 25 |
| Zeros | 194 |
| Zeros (%) | 2.7% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | -0.71942446 |
|---|---|
| 5-th percentile | 0.33519188 |
| Q1 | 1.8409048 |
| median | 3.7199125 |
| Q3 | 6.6812924 |
| 95-th percentile | 14.729827 |
| Maximum | 25 |
| Range | 25.719424 |
| Interquartile range (IQR) | 4.8403876 |
Descriptive statistics
| Standard deviation | 4.5558893 |
|---|---|
| Coefficient of variation (CV) | 0.90670017 |
| Kurtosis | 2.6298591 |
| Mean | 5.0246922 |
| Median Absolute Deviation (MAD) | 2.1982082 |
| Skewness | 1.6079353 |
| Sum | 36313.45 |
| Variance | 20.756127 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 194 | 2.7% |
| 2.090326518 | 16 | 0.2% |
| 2.228580033 | 15 | 0.2% |
| 25 | 13 | 0.2% |
| 13.49020754 | 12 | 0.2% |
| 16.45184893 | 11 | 0.2% |
| 2.089642641 | 11 | 0.2% |
| 2.430395324 | 10 | 0.1% |
| 2.479087452 | 10 | 0.1% |
| 2.479718353 | 10 | 0.1% |
| Other values (5709) | 6925 | |
| (Missing) | 28 | 0.4% |
| Value | Count | Frequency (%) |
| -0.71942446 | 1 | < 0.1% |
| 0 | 194 | |
| 0.007664401 | 1 | < 0.1% |
| 0.012218692 | 1 | < 0.1% |
| 0.021922914 | 2 | < 0.1% |
| 0.022714367 | 1 | < 0.1% |
| 0.025087807 | 1 | < 0.1% |
| 0.027754649 | 1 | < 0.1% |
| 0.02789303 | 1 | < 0.1% |
| 0.028846806 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25 | 13 | |
| 24.00465658 | 1 | < 0.1% |
| 23.92006776 | 1 | < 0.1% |
| 23.91922361 | 1 | < 0.1% |
| 23.9127046 | 1 | < 0.1% |
| 23.84018619 | 1 | < 0.1% |
| 23.58348023 | 1 | < 0.1% |
| 23.57988166 | 1 | < 0.1% |
| 23.5640648 | 1 | < 0.1% |
| 23.52806152 | 1 | < 0.1% |
Fiber_Per_Gram
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 216 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.017287838 |
| Minimum | 0 |
|---|---|
| Maximum | 1.0446429 |
| Zeros | 1726 |
| Zeros (%) | 23.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.001 |
| median | 0.01 |
| Q3 | 0.021 |
| 95-th percentile | 0.0623 |
| Maximum | 1.0446429 |
| Range | 1.0446429 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.03312618 |
|---|---|
| Coefficient of variation (CV) | 1.9161552 |
| Kurtosis | 388.69901 |
| Mean | 0.017287838 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 14.485105 |
| Sum | 125.42326 |
| Variance | 0.0010973438 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1726 | |
| 0.006 | 313 | 4.3% |
| 0.012 | 209 | 2.9% |
| 0.002 | 205 | 2.8% |
| 0.01 | 202 | 2.8% |
| 0.004 | 201 | 2.8% |
| 0.009 | 199 | 2.7% |
| 0.011 | 195 | 2.7% |
| 0.007 | 186 | 2.6% |
| 0.003 | 185 | 2.5% |
| Other values (206) | 3634 |
| Value | Count | Frequency (%) |
| 0 | 1726 | |
| 0.000625 | 1 | < 0.1% |
| 0.000714286 | 1 | < 0.1% |
| 0.000740741 | 2 | < 0.1% |
| 0.0008 | 1 | < 0.1% |
| 0.000833333 | 1 | < 0.1% |
| 0.000925926 | 2 | < 0.1% |
| 0.00098661 | 1 | < 0.1% |
| 0.001 | 164 | 2.3% |
| 0.001333333 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.044642857 | 2 | |
| 1.02173913 | 1 | |
| 0.462 | 1 | |
| 0.428 | 1 | |
| 0.4 | 1 | |
| 0.375 | 1 | |
| 0.37 | 1 | |
| 0.293 | 1 | |
| 0.273 | 2 | |
| 0.269 | 1 |
| Calories | Carbs | Fat | Fiber | Fiber_Per_Gram | Grams | Protein | Protein_Per_Calorie | Sat.Fat | Unnamed: 0 | |
|---|---|---|---|---|---|---|---|---|---|---|
| Calories | 1.000 | 0.563 | 0.792 | 0.302 | 0.302 | 0.030 | 0.521 | -0.118 | 0.697 | -0.195 |
| Carbs | 0.563 | 1.000 | 0.165 | 0.644 | 0.642 | 0.094 | -0.100 | -0.552 | 0.109 | 0.231 |
| Fat | 0.792 | 0.165 | 1.000 | 0.116 | 0.117 | -0.022 | 0.553 | 0.064 | 0.927 | -0.324 |
| Fiber | 0.302 | 0.644 | 0.116 | 1.000 | 0.998 | 0.030 | -0.048 | -0.284 | 0.023 | 0.334 |
| Fiber_Per_Gram | 0.302 | 0.642 | 0.117 | 0.998 | 1.000 | -0.004 | -0.049 | -0.285 | 0.024 | 0.335 |
| Grams | 0.030 | 0.094 | -0.022 | 0.030 | -0.004 | 1.000 | -0.005 | -0.014 | -0.014 | -0.019 |
| Protein | 0.521 | -0.100 | 0.553 | -0.048 | -0.049 | -0.005 | 1.000 | 0.734 | 0.511 | -0.582 |
| Protein_Per_Calorie | -0.118 | -0.552 | 0.064 | -0.284 | -0.285 | -0.014 | 0.734 | 1.000 | 0.090 | -0.508 |
| Sat.Fat | 0.697 | 0.109 | 0.927 | 0.023 | 0.024 | -0.014 | 0.511 | 0.090 | 1.000 | -0.363 |
| Unnamed: 0 | -0.195 | 0.231 | -0.324 | 0.334 | 0.335 | -0.019 | -0.582 | -0.508 | -0.363 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Unnamed: 0 | Food | Grams | Calories | Protein | Fat | Sat.Fat | Fiber | Carbs | Category | Protein_Per_Calorie | Fiber_Per_Gram | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Cows' milk | 976 | 680.0 | 32.0 | 40.0 | 36.0 | 0.0 | 48.0 | Dairy products | 4.705882 | 0.000000 |
| 1 | 2 | Buttermilk | 246 | 133.0 | 9.0 | 5.0 | 4.0 | 0.0 | 13.0 | Dairy products | 6.766917 | 0.000000 |
| 2 | 3 | Evaporated, undiluted | 252 | 340.0 | 16.0 | 20.0 | 18.0 | 0.0 | 24.0 | Dairy products | 4.705882 | 0.000000 |
| 3 | 4 | Fortified milk | 1419 | 1210.0 | 89.0 | 42.0 | 23.0 | 1.4 | 119.0 | Dairy products | 7.355372 | 0.000987 |
| 4 | 5 | Powdered milk | 103 | 516.0 | 27.0 | 28.0 | 24.0 | 0.0 | 39.0 | Dairy products | 5.232558 | 0.000000 |
| 5 | 8 | Goats' milk | 244 | 166.0 | 8.0 | 10.0 | 8.0 | 0.0 | 11.0 | Dairy products | 4.819277 | 0.000000 |
| 6 | 9 | (1/2 cup ice cream) | 540 | 592.0 | 24.0 | 24.0 | 22.0 | 0.0 | 70.0 | Dairy products | 4.054054 | 0.000000 |
| 7 | 10 | Cocoa | 252 | 235.0 | 8.0 | 11.0 | 10.0 | 0.0 | 26.0 | Dairy products | 3.404255 | 0.000000 |
| 8 | 11 | skim. milk | 250 | 160.0 | 18.0 | 4.0 | 3.0 | 1.0 | 13.0 | Dairy products | 11.250000 | 0.004000 |
| 9 | 12 | (cornstarch) | 248 | 286.0 | 9.0 | 10.0 | 9.0 | 0.0 | 40.0 | Dairy products | 3.146853 | 0.000000 |
| Unnamed: 0 | Food | Grams | Calories | Protein | Fat | Sat.Fat | Fiber | Carbs | Category | Protein_Per_Calorie | Fiber_Per_Gram | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7245 | 7408 | Cauliflower, cooked, as ingredient | 100 | 31.33 | 2.00 | 0.29 | 0.135 | 2.1 | 5.18 | Cauliflower | 6.383658 | 0.021 |
| 7246 | 7409 | Eggplant, cooked, as ingredient | 100 | 31.19 | 1.05 | 0.19 | 0.037 | 3.2 | 6.32 | Eggplant | 3.366464 | 0.032 |
| 7247 | 7410 | Green beans, cooked, as ingredient | 100 | 38.75 | 1.91 | 0.23 | 0.052 | 2.8 | 7.26 | Green beans | 4.929032 | 0.028 |
| 7248 | 7411 | Summer squash, cooked, as ingredient | 100 | 24.83 | 1.31 | 0.35 | 0.104 | 1.2 | 4.11 | Summer squash | 5.275876 | 0.012 |
| 7249 | 7412 | Dark green vegetables as ingredient in omelet | 100 | 37.00 | 2.97 | 0.40 | 0.078 | 2.5 | 5.38 | Dark green vegetables as ingredient in omelet | 8.027027 | 0.025 |
| 7250 | 7413 | Tomatoes as ingredient in omelet | 100 | 28.43 | 1.11 | 0.23 | 0.038 | 1.6 | 5.48 | Tomatoes as ingredient in omelet | 3.904326 | 0.016 |
| 7251 | 7414 | Other vegetables as ingredient in omelet | 100 | 36.50 | 3.46 | 0.38 | 0.061 | 1.4 | 4.81 | Other vegetables as ingredient in omelet | 9.479452 | 0.014 |
| 7252 | 7415 | Vegetables as ingredient in curry | 100 | 55.35 | 1.81 | 0.19 | 0.051 | 2.2 | 11.60 | Vegetables as ingredient in curry | 3.270099 | 0.022 |
| 7253 | 7416 | Sauce as ingredient in hamburgers | 100 | 279.57 | 1.34 | 22.85 | 3.544 | 0.6 | 17.14 | Sauce as ingredient in hamburgers | 0.479308 | 0.006 |
| 7254 | 7417 | Industrial oil as ingredient in food | 100 | 900.00 | 0.00 | 100.00 | 32.672 | 0.0 | 0.00 | Industrial oil as ingredient in food | 0.000000 | 0.000 |